{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Canopy RT module (rewrite from mSCOPE)\n",
    "---\n",
    "### Can use different leaf properties per layer, but can be boiled down to a simpler version as well. Some examples shown here.\n",
    "---\n",
    "To be looked at here:\n",
    "Computer leaf optical properties for standard values\n",
    "Compute canopy radiation (both reflectance as well as within canopy distributions for SW energy balance).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Plots.PyPlotBackend()"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Add PATH (adapt!)\n",
    "push!(LOAD_PATH, \"/Volumes/cfranken/code/gitHub/LSM-SPAM/src/Leaf/\");\n",
    "push!(LOAD_PATH, \"/Volumes/cfranken/code/gitHub/LSM-SPAM/src/Utils/\");\n",
    "#push!(LOAD_PATH, \"/Volumes/cfranken/code/gitHub/LSM-SPAM/src/tools/\");\n",
    "\n",
    "# Use Plots:\n",
    "using Plots\n",
    "#using PhotoStructs\n",
    "pyplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "using CanopyRTMod\n",
    "using BenchmarkTools\n",
    "using Statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "wl = CanopyRTMod.wl;\n",
    "wle = CanopyRTMod.wle;\n",
    "wlf = CanopyRTMod.wlf;"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "Define the different leaf properties per layer in an array of leaves, can be simplified later if we want to. Right now, I just re-use the same leaf everywhere"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "arrayOfLeaves = Array{leafbio{FT,length(wl), length(wle), length(wlf),length(wle)*length(wlf)}, 1}(undef, CanopyRTMod.canopy.nlayers)\n",
    "for i = 1:CanopyRTMod.canopy.nlayers\n",
    "    #@show i\n",
    "    arrayOfLeaves[i] = leafbio{FT, length(wl), length(wle), length(wlf),length(wle)*length(wlf)}()\n",
    "    CanopyRTMod.fluspect!(arrayOfLeaves[i], CanopyRTMod.optis)\n",
    "end\n",
    "# This actually almost takes 1ms!\n",
    "#CanopyRTMod.fluspect!(leaf, CanopyRTMod.optis)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## Perform 4 separate steps towards canopy SW RT"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Compute canopy geometric properties (entirely dependent on LAI and leaf angular distributions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "CanopyRTMod.computeCanopyGeomProps!(canopy, angles,canOpt)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Compute layer optical properties (includes leaf reflectance and transmittance now)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "CanopyRTMod.computeCanopyMatrices!(arrayOfLeaves,canOpt);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Compute SW radiation transfer via mSCOPE approach"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  89.644 μs (483 allocations: 304.05 KiB)\n"
     ]
    }
   ],
   "source": [
    "@btime CanopyRTMod.RTM_SW!(canopy, canOpt, canRad,sunRad, CanopyRTMod.soil);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  825.023 μs (3201 allocations: 1.94 MiB)\n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "@time CanopyRTMod.computeSIF_Fluxes!(arrayOfLeaves, canOpt, canRad, canopy, CanopyRTMod.soil);\n",
    "#piLo1, piLo2, piLo3, piLo4, F⁻,F⁺,S⁻,S⁺,piLs, piLd =\n",
    "#println(size(piLs))\n",
    "#plot(wlf, piLs)\n",
    "plot(wlf, canRad.SIF_hemi/pi, label=\"Hemispheric Fluorescence (/pi)\")\n",
    "plot!(wlf, canRad.SIF_obs_sunlit, label=\"Sunlit direct\")\n",
    "plot!(wlf, canRad.SIF_obs_shaded, label=\"Shaded direct\")\n",
    "plot!(wlf, canRad.SIF_obs_scattered, label=\"Scattered\")\n",
    "plot!(wlf, canRad.SIF_obs_soil, label=\"Soil\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(wlf, canRad.SIF_hemi, label=\"Outgoing hemispheric\")\n",
    "plot!(wlf, canRad.SIF_sum, label=\"Sum of all layer SIF sources\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(wlf, canRad.SIF_hemi./canRad.SIF_sum, label=\"Outgoing hemispheric/sources\")\n",
    "plot!(wlf, pi*canRad.SIF_obs./canRad.SIF_sum, label=\"π*SIF_obs/sources\")\n",
    "#plot!(wlf, , label=\"Sum of all layer SIF sources\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(wlf, arrayOfLeaves[1].Mb[:,1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "ename": "UndefVarError",
     "evalue": "UndefVarError: computeThermalFluxes not defined",
     "output_type": "error",
     "traceback": [
      "UndefVarError: computeThermalFluxes not defined",
      "",
      "Stacktrace:",
      " [1] getproperty(::Module, ::Symbol) at ./Base.jl:26",
      " [2] top-level scope at In[12]:5"
     ]
    }
   ],
   "source": [
    "iLAI = canopy.LAI/canopy.nlayers\n",
    "ϵ = zeros(20).+0.98\n",
    "fSun = (canOpt.Ps[1:20]+canOpt.Ps[2:21])/2\n",
    "wlii = [10]\n",
    "S⁺,S⁻ = CanopyRTMod.computeThermalFluxes(canRad.T_shade, canRad.T_sun, ϵ, iLAI, canopy.lidf, fSun, wlii)\n",
    "#plot(S⁺)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Compute all derived fluxes necessary for Photosynthesis and radiation balance "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  82.361 μs (586 allocations: 268.75 KiB)\n"
     ]
    }
   ],
   "source": [
    "@btime CanopyRTMod.deriveCanopyFluxes!(canopy, canOpt, canRad,sunRad, CanopyRTMod.soil, arrayOfLeaves);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Canopy albedos\n",
    "need to still check whether directional is ok, looks a bit low."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(wl,canRad.alb_direct, label=\"Direct hemispheric albedo\")\n",
    "plot!(wl,canRad.alb_diffuse, label=\"Diffuse hemispheric albedo\")\n",
    "plot!(wl,canRad.alb_obs, label=\"observed directional (nadir) albedo\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "sumLAI = [0:iLAI:canopy.LAI;]\n",
    "plot(canOpt.Pso,-sumLAI, label=\"Pso\")\n",
    "plot!(canOpt.Ps,-sumLAI, label=\"Ps\")\n",
    "plot!(canOpt.Po,-sumLAI, label=\"Po\")\n",
    "ylabel!(\"-Cumulative LAI\")\n",
    "xlabel!(\"Probability \")\n",
    "title!(\"solar Ps, outgoing Po, in-out Pso likelihoods\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Energy Balance test\n",
    "need to check consistency between net TOA radiation and soil+vegetation absorption."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "solar_in = sunRad.E_diffuse+sunRad.E_direct;\n",
    "soil_absorbed = canRad.E_down[:,end]+canOpt.Es_[:,end]-canRad.E_up[:,end]\n",
    "canopy_absorbed_diff = sum(canRad.netSW_shade, dims=2)[:,1]\n",
    "canopy_absorbed_dir = sum(canRad.netSW_sunlit, dims=2)[:,1]\n",
    "plot(wl,solar_in-CanopyRTMod.canRad.E_up[:,1].+10, label=\"Net TOA incoming (+10)\")\n",
    "plot!(wl,soil_absorbed, label=\"Absorbed  by soil\")\n",
    "plot!(wl,soil_absorbed+canopy_absorbed_diff, label=\"Absorbed  by soil + canopy (diffuse)\")\n",
    "plot!(wl,soil_absorbed+canopy_absorbed_diff+canopy_absorbed_dir, label=\"Absorbed  by soil + canopy (total)\")\n",
    "xlabel!(\"Wavelength (nm)\")\n",
    "ylabel!(\"Radiance (mW m-2 μm-1)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Energy balance test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1-element StaticArrays.SArray{Tuple{1},Float32,1,1} with indices SOneTo(1):\n",
       " -0.0013868175"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(soil_absorbed+canopy_absorbed_diff+canopy_absorbed_dir-solar_in+CanopyRTMod.canRad.E_up[:,1], dims=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "Run Fluspect, leaf optical property generator (provides reflectance and transmittance)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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GoWjR2yfW2WMQ2sCxeBY9ISML7ZgErBZQFAV7Xp8m52GZhoFv3fcxMzwI1K3DZdTK/8xCCHFAcO+O0F3iUWafdB6mvxbve89GvW0RHRKwWsiZ3zc0Zt/IlgeBbYUYleU4YyhgKa79AUsmugshBACmaaJ7S9FSM6PeturOIOXkc6n8bCGBnUVRb19EngSsFnJ064tR5UXft7PBY6qWvYeWloWz+8AoVta4Az1YslSDEEKEGFVe0IOWBCyAlAnTsWV2ovz1R2SfwnZIAlYLOfL6AODb8lO9rxvVlVR/9yFJY6dEdUy/KQf215LxfiGECNE9JQCoFgUsxeYgdfrl+ApXUPPDF5bUICJHAlYLqUkp2LI7NzjRveqbJZi6TtLoU6NcWeNUGSIUQohDHAhYWmqWZTUk9B8Z2qfwzccw/LWW1SHCTwJWKzi69cVfdGQPlmkYVH2+iITBx6G5MyyorGGK3QE2uwwRCiHEfoZnHygKmjvd0jrSzrwc3VtGxZKXLK1DhJcErFZw9h1GoLiQiqWvHPJ1X+EKgnu3kzxuqkWVNU51JcldhEIIsZ/uKUVNTkPRbJbWYcvOxT35bCref4GqLxdbWku8Mnw1mMFAWK9p7buqjUocfiLBPdvwLFqA4avGfdpF6KW7qfjwVWyd8nF0H2B1ifWS1dyFEOJnumcfWmpsjDaknHI+ekU5ZS/9AxSFpFEnW11SXNC9pVR89BpVX7xNyomzQvtFhokErFZQFIXUKRejOhPxLFpA5eeLMKtDc5syLrw5JvYerI9s+CyEED8LLdFg3fyrgymKQtqMq8A0KHvx76GQNXKy1WW1W3r5Pio+fIXKZe+iaDaSJ5xF8vjpYW1DAtZRSDlpFlpmBwI7NuPo1hdHt74xs3J7fWTDZyGE+Jnu2Re1LXKaQ1FV0mbOA9Ok7IW/hULWsZOsLqtdCZbtoWLpy1QtW4zicOI+6WySTzij7k77cJKAdZQSC06AghOsLqNZ1IQkjGoJWEIIAaE5WNrA2OjBOkBRVdJmXRMKWc/fFwpZI06yuqw2T6/y4n3vWar+9w6qKxH3qeeTfPzUujvsI0ECVhxRE5IJluyyugwhhLCcqQcxKstjZg7WwRRVJe2X12KaBmXP3YeCQuKIE60uq00y9SCVn78d2pLINHCfdiHJx09DdSZEvG0JWHFESUiSOVhCCAHo3jIwTcsWGW2Koqqkn309mFD63L2YelAmvrdQzZpv8Lz5GMG920gafSruKRejpaRFrX0JWHFETUiWOVhCCEFsLDLaFEVVST/nehRNo+yFv+HbuIq0GVehOl1WlxbTAru24ln4b2p/+gZnz8FkXPw7HJ27R70OCVhx5EDAMk0zZu90FEKIaDA8+wBicojwYKGerOtwHNOf8lcfxF/0Exmzf4cjN/qBIdaZQT/e956j4sNX0NI7kPmr23ANGmvZ3zsJWHFETUwGw8D0VaNEcGKfEELEOt1bCpoNNSl27/w+WNLIyTi69aX06TvZ87frSDvzcpKOO13+sbyfv7iQ0ufuJbh3O+5TLyBl4szQDiYWkoAVR9SEnzd8juSdE0IIEev08n1o7ow2FVDsHbqSc8P9lC/8N+WvPoivcAXpZ18fkSUG2gozGMD7wYtUfPAC9txj6HDTP7HnHmN1WYAErLiiJqYAhJZqSM+xuBohhLCO7i1FS4vd+VcNUewO0mdejavXEEpf/Ae777mKzEt+jyOvj9WlRZ1/+ybKnr+PwM4i3CefR8rkcyzf9uhgshdhHFH2/yvHqK6wuBIhhLCW7gn1YLVVCUPG0eE3D6G5M9j7z/nU/PA/q0uKGtPQ8b7/PHv+di0YOjk3/AP3qRfEVLgCCVhx5cAQoSl3Egoh4pzuiZ1tclrLltGB7Kv/iqv/sZQ8+WcqPnnT6pKiwvPGo3jffZaUE2eSc9MDOLr2srqkejUYsAoLCxk7diy9e/dm5MiRrFmz5ohjTNPkN7/5DQMGDGDw4MFMnDiRDRs2RLRg0XpqQmjelazmLoSId6GNnmNzDayWUBxOMi6+heSJM/G88Qjlrz2MaehWlxUxlZ+/TeVnb5E282pST5+NYrN2IntjGgxYl19+OZdddhnr169n/vz5zJkz54hj3nrrLT799FNWrFjBDz/8wEknncQtt9wS0YJF6ymaDcWZIGthCSHimuGrwaytbhcBC/av/D5tDmmzrqHy87cpWXAHhq/W6rLCrnbdcspff5jk46eRfNzpVpfTpHoD1p49e1i+fDkXXHABADNmzGDz5s0UFRUdcazP56O2thbTNPF6vXTp0iWiBYujoyYkyxwsIURc072lADG7intrJR93OpmX/gnfhh/Y++Bv6r7P9iCwu5iSp+7E2XsoqWdebnU5zVJvwCouLiY3NxebLTRhTFEU8vLy2Lp16yHHTZ06lYkTJ9KxY0c6derE0qVLueOOOxptsLKyEq/XW/fh8/nC9K2I5lATkzFkuxwhRBzTyw8sMtq+AhZAQv9jyb7mXnRvKXv+fj3+bW1/2o5RVUHJ439Ec2eQefEtKJpmdUnN0uCU+8PXBjFN84hjli9fztq1a9m+fTtut5vf/va3zJs3j6eeeqrBBsePH3/I8/nz53PzzTe3sOzIKisrs7qEiNHtLmrLSygtbT//srFCe36PiPCQ90jsCu4IdRZ4dQXFot+FEX1/JKbjuOSP+F66jz1/vx775POxHXtym1rz6wBTD+J77i6MSg+uOX+mvMYHNbHZMZORcehdqfUGrK5du7Jt2zaCwSA2mw3TNCkuLiYvL++Q45566ikmTpxIWlpo88SLL76YKVOmNFrAJ598QkFBQd1zp9OJ0+ls1TcTSYf/oNqLfe50CAba7fcXTfIzFE2R90hsqtBrCTgTyezU2dI6Ivr+yMjAvOkBPG8toPK9p9G2F5J+zg2oSSmRazPMTNOk/OUHMIrXk33V/8PZo5/VJbVIvUOEOTk5DB06lGeffRaA1157jfz8fPLz8w85rnv37ixdupRAIADAokWLGDhwYKMNJicn43a76z5iMVy1ZzIHSwgR70JLNLS/4cHDKTYHaWddSeacP+Db+AO7770a3+YjVwSIVZWfLqRq2bukz7oGZ49BVpfTYg3eRfjoo4/y6KOP0rt3b+666y4WLFgAwNy5c3nrrbcAuPrqq8nLy2PQoEEMHjyYjz76iIceeig6lYtWUROS5C5CIURcay9LNDRXwqAxdPjNw2hpWez956/xfvAipmFYXVaj/FvX4XnzMZInziBp9ClWl9MqDc7B6tOnD8uWLTvi648//njd506nk3//+9+RqUxEhJqYLOtgCSHimu4pwZbZyeoyosqWnkP2vHvwvvcM3neexle4kvSzr8OW2dHq0o5gGgZlrz6EvVM3Un/xK6vLaTVZyT3OqIkpGDWV9d60IIQQ8UD3lMRVD9YBiqaRevpssq74P4K7i9n1/y7F89+nMHw1Vpd2iKqvFhPYup60mVe3mTsG6yMBK86oCcmgBzH9sXkXhhBCRJJpmnEzB6shrj7D6HDL46ScOIuKj19n1//NoeqbJTExbGhUVeB9+0kSj52Es3vjc7pjnQSsOHNgw2fZj1AIEY+MKi/ogXa3yGhLqU4XqVMuouNvH8PZfQBlz93L3vtvxFe01tK6PP99ClMPkjrtyN1j2hoJWHHmwIbPciehECIe6d4SoH0uMtoatsyOZM7+Pdnz7sYM+Nn7j+spffZuAruLo16Lf+t6qpa9g/u0i9BS0qPefrg1OMldtE9qkhuQgCWEiE+GJ7SwqASsQzl7Dibn1/+k6svFeN97hurvPsI1cAwpJ87EeUz/iLdvGgblrz2MvWM3ksdNjXh70SABK84cCFh6ldfiSoSIXUZ1JYorAUVtuxNsRf10z/5tctyyCOzhFFUjeewUkkZOovrbD6n48FX23n8jju4DSTlpFq7+IyO2Gnz11+/j37KW7GvubdMT2w8mASvOqAlJoKiheQhCiCMES3ax++4rUROSSTz2JJJGnowtO9fqskSY6J4S1OQ0FE3+/DVEsTlIGn0qiSNPpnbVMiqWvkLJv/+ArVM+7snnkDB0fFiDllFVgWfRkySOOBFnj7Y9sf1g8g6LM4qqhdbCkoAlxBFM06TslQdRE5Jx9RtB5WdvUfHBizi6DyRp1MkkFByP6kywukxxFHRPCVqaDA82h6KqJAw+Dtegsfg3raJi6cuU/ucunF++R9qsa7Bnh2erIc87T2PqAVKnzQ3L9WKFTHKPQ2qSWwKWEPWoWf4xvrXfkjZrHulnX0fuHS+QceHNKDY7ZS/+nZ23nUvpC3/DqK2yulTRSrqnBM0tAaslFEXB2WMQWZf9mazL/xLq5f3rFXjffwEzGDiqa/uLC6n6339xn3phuxu2lR6sOCQBS4gjGVUVlL/xKAkFx5MwYBQAisNJ4vCJJA6fSLBsD9XfLKFiycuoriTSpl9uccWiNXRPCY6uvawuo81y9RtBh5sfoWLx86HJ8Ms/Jv2X1+LsPqDF19Iryyl7+QFsHbuRfPy0CFRrLenBikMSsIQ4kmfRAsxggLTpV9T7ui09B/fJ55Fy8nlUfvYWgV1bo1yhCAfdG5+ruIeT6nCROvVX5Nz0IIrDxd4HbqLs5QdatA1bzQ//Y/ddl6OX7iHjnBvazcT2g0nAikNqogQsIQ7m2/gjVV++R+rUXzX5xzdlwploGTmUv/GIbDnVxph6EKOiPO4XGQ0XR+fu5Fz/N9JmXEX1dx+z846L8Sx6At1T0uA5Rk0Vpc/dS8kTd+DI70eH3z6Co1ufKFYdPTJEGIfUZDfGJglYQgCYQT9lL92P45j+JI05rcnjFZuDtDMvo+TxP1G7+ksSBo6JQpUiHPSKMjBN6cEKI0XVSD5+GgmDj6Pikzeo/PxtKj5+g8RjTyRl4kzsHbrWHVu7fgVlz9+HUVNF+rk3kjhycsSWfYgFErDikJroRq+WgCUEgPeDlwiW7KLDJbeiqM3r1HcNGI2zzzDK33wMV9/hKDZHhKsU4VC3yKhMcg87LTWTtGlzcU8+l6r/vUPFJ29Q/eViXANHkzx+OrU//o/KTxfi7DmY9PNuwpbRweqSI06GCOOQlpSCWVOFqetWlyKEpQK7i6lY8jIpJ87E3im/2ecpikLa9CvQS3dT8fGbkStQhFXdIqOyTEPEqAlJpJw0i063P0X6uTcS3LuDfQ/dTOWyd0k983KyrrorLsIVSA9WXFKTUsE0MWoq0JLTrC5HCEuYhkHZS/djywhNXm8pe8c8ksdNo+KDF0g69iQZdmoDdE8JaDbURLfVpbR7is1B0qiTSTx2Er6NP2JLy467BXulBysO1e1HWCX7EYr4Vf3VYvybVpE26xoUe+uG+NynXoBic+B5+8kwVyciIbQGVkazh4LF0VNUFVevIXEXrkACVlz6OWB5LK5ECOt4l75MwrAJuHoXtPoaamIy7tMvpvqbJfiK1oaxOhEJukeWaBDRIwErDkkPloh3epUXfd/OugVFj0bS6FOwd+5B+esPYxpGGKoTkSIBS0STBKw4pCamAMhaWCJuBbZtAMAehhW9FVUj7awrCWxdT/U3S476eiJyZJFREU0SsOKQomkoCbLhs4hf/q3rUVyJ2LLCMy/E2WMgCUPH43n7SQxfTViuKcJPLy9BS82yugwRJyRgxSktyY0uc7BEnAps24CjS8+wTnZOnforjCovVV/8N2zXFOFj+Goxa6tQU9vXhsIidknAilNqcipGpQQsEZ/8xYVhGR48mC2jA0kjJ1Px4asY/tqwXlscPd0b2r5FFhkV0SIBK06pyWkYleVWlyFE1OlVXvTS3TjCHLAAUiadjVHtpep/74b92uLoGPv3x5M5WCJaJGDFKS0lDV16sEQcChQXAuGZ4H44W1YnEkecRMWHr2AG/WG/vmg9XQKWiDIJWHFKTU7FqJAeLBF//MWFoQnumZ0icv2UyedgVJQT/P7jiFxftI7uKUFxJqK6Eq0uRcQJCVhxKjRE6ME0TatLESKqAsWFOLr2ithq3vbsziQOn0Dwi7ekFyuGhNbAkgnuInokYMUpLTkVM+DDlMm4Is74iwuxd+kZ0TZSJp+L6S2j6qsPItqOaL5QwJIlGkT0SMCKU2pKaHUYAEEAACAASURBVJNnGSYU8USv9KCX7cHRtXdE27F36Io2YDQVS17CDAYi2pZontAio9KDJaJHAlac0pJDAUsmuot4cmCCeyTuIDyc/fgz0cv2UP3t0oi3JZomPVgi2iRgxSk1ORVAlmoQccW/bQOKKwktKzIT3A+m5nQlYcg4vB+8iKkHI96eaJhpmuieElS39GCJ6JGAFafUJAlYIv74i9eHJrgrSlTaS5l8LnrJLqq/+ygq7Yn6GdUVEAygpUkPlogeCVhxStE01CQ3uszBEnEkULwBe9fITnA/mKNLD1wDx1DxwYuYhh61dsWh6hYZlR4sEUUSsOLYgaUahIgHemV5aIJ7l8jPvzqY+5TzCO7dTs33n0a1XfEzWWRUWEECVhxTk1PRZYhQxIlA8QYAHHnRDViOrr1w9R+Jd/FzmLr0YllBlx4sYQEJWHFMS5EeLBE//MWFKAnJaBFawb0x7ikXEdy7napl70S9bRFaokFNTkWx2a0uRcQRCVhxTLbLEfHEX1yIo2vPqE1wP5ijS08SR07G++4zoQnXIqr0clmiQUSfBKw4piWnoVeWWV2GEFERKC7EHuX5VwdLnXIxZjCAd/HzltUQr/xFa7B36mZ1GSLOSMCKY2pKOkaFR+5uEu2eXlGOXr43KguMNkRLzSRl0tlUfvYWgT3bLKsj3gRLdxPYsRnXgNFWlyLijASsOKalZoBpyDws0e75o7iCe2NSJpyFlpqJZ+G/La0jntSu+RpUDVff4VaXIuKMBKw4pqWE7qjRvTJMKNq3wLZClMRktMyOltah2B2knjGX2tVfUbtuuaW1xIuaVV/h7DkINSHJ6lJEnJGAFccObBuhe0strkSIyPJvLcTRJXoruDcmYcjxOLoPoPzNx2TZhggzfDX4Clfi6j/K6lJEHJKAFce0lNCGz4YELNHOBbYVWj48eICiKKRNv4Lgri1Uffme1eW0a751y0EPkDBQApaIPglYcUyx2VGTUqUHS7RrekUZevm+qG6R0xRH114kHjsJ7zv/waiutLqcdqtm1VfYOuRhy8q1uhQRhyRgxTnVnY5eIXOwRPv18wT33hZXcqjU02djBnx4P3jB6lLaJdMwqF3zNa4B0nslrCEBK85p7gwZIhTtWqB4/wT3jA5Wl3KIumUbPl1IYO92q8tpd/xb12NUlsvwoLCMBKw4p7kzZIhQtGv+4tiZ4H64lAlnobkzKH/tYUzDsLqcdqV29ZeoiSk4uvWzuhQRpyRgxTk1JV0ClmjXAsUbYmaC++EUh5P0X16Lb91yvIufs7qcdqV29Ve4+h+LomlWlyLilASsOBcaIizDNE2rSxEi7HRvKbpnH/YYDVgArn4jcE+5mIrFz1HzwxdWl9MuyOrtIhZIwIpzmjsDM+DDrK22uhQhwi5WVnBvSsqks0kYMo7S5+4lsLPI6nLaPFm9XcQCCVhxTkuVxUZF+xUo3oCamBJzE9wPpygK6efdhC2jAyUL7sCorrC6pDZNVm8XsUACVpxTU9IBCViiffIXr8feNTYnuB9OdSaQOecPGNUVlPznr7IJeyvJ6u0iVkjAinNaahYAevleiysRIrxMw8C3eTXOYwZYXUqz2bI6kXHx70KT3v/7tNXltEmyeruIFRKw4pzqdKEmpqCX77O6FCHCKrhrC2Z1JY4eA60upUVcfYaROm0OFUtfpnr5J1aX0+bI6u0iVkjAEmhp2ehl0oMl2hffplWgaji69bG6lBZLnnAWicMnUvbC3/Bv22h1OW2GrN4uYokELIGWni1DhKLd8W1chaNrL1SHy+pSWkxRFNLPvh5bxzz2PXKLhKxmktXbRSyRgCVCPVgSsEQ7Ypom/k2rcXRvO/OvDqc4nGRd8X9o6TnsfehmfEVrrS4p5snq7SKWSMASaGlZBCVgiXZEL92N7tmHs43NvzqcluQm+6q7sHfMY9+/fodvww9WlxTTZPV2EUskYAm09GzM6koMX63VpQgRFr5NqwBwtKE7CBuiJiSRdcWdOLr1Ze+jt1L707dWl3TUTD2If9tGAjuL0L2lmHrwqK8pq7eLWGOzugBhPVtaNhBaqkHt0NXiaoQ4ev5Nq7F17IaW5La6lLBQnS6yLv0TJU/9H/se/yOZF99CwuCxVpfVbEZtFf6itfg2rca/eTX+orWYAd8hxygJyWjJqahJbtSUdOwd87B37oGjSw+0zE71rmWmV5bj37IOf9FP1K5bLqu3i5giAUugHQhYZXuwS8AS7YBv4yqcPQdbXUZYKXYHmb+6jdJn7qbkqb+Qcf5vSBw+0eqyjmAaBsE92/BvXY+/eD3+zasJbN8MpoGa5MZxzADcp12II78fKApGlRej0oNR5UWv8mBUetC9pVR99T7G/gWQFVdiKGx17oGWloV/+0b8RWvRS3YCoCan4cjvS8qFM2X1dhEzJGAJtLRMUBSZ6C7aBb2ynOCeYtynnGd1KWGnaDYyLrqZshedlD57N0aVl6Tjp1m6Ur1e5cVXuBL/1nUEtq7HX7wB0xfa29SW3RlHfj+Sj/sFju4DseV0aVGtekUZgW0b8W/bQGD7RmrXfE3Qsw9HbncSBo7G0a0Pjm590TI6tInV+kV8kYAlUGwO1JQ0grIWlmgH/JtWA+Do3rYnuDdEUTXSz7kBNTGF8tf/RWDHZtJmXo1is0e1DtM0qf5qMeULH8esqURLy8aR15uUyWfjyOuNo0sv1MTko2pDS0lH6zcCV78RYapaiOiRgCUAWapBtB++javQ0nOwpWdbXUrEKKpK2pmXYe+UT9nL/ySwp5jMS25DS0mLSvuBvdspf/kBfIUrSTx2Eqmnz0ZLy4pK20K0FRKwBAC2jI7opbutLkOIo+bbtApnG17/qiWSRp2MLacLJU/+mT33XUPm3D/g6NIzYu2ZepCKj17Du/g5NHcGWVfeiavPsIi1J0Rb1uAyDYWFhYwdO5bevXszcuRI1qxZU+9xP/74IxMmTKBfv3706dOH119/PWLFisixZecS3Lvd6jKEOCqGr4bA9o3tdniwPs5j+pNz4wOoKWnsvf8mqr//NCLt+LeuZ8991+L979Mkj5tKh/mPSLgSohEN9mBdfvnlXHbZZcyePZtXX32VOXPmsGzZskOOqa6u5swzz+Tpp59m3LhxBINBysrKIl60CD9bVi56+T5Mvw/F4bS6HCFaxV/0ExhGm19gtKVsadnkXHMvpS/9g9Kn7ySwYxPu0y5EUY9+wU29ohzv4ueo+uK/2HOPIefG+3F07RWGqoVo3+oNWHv27GH58uW8//77AMyYMYN58+ZRVFREfn5+3XHPP/88Y8aMYdy4caGL2WxkZ7ffeQ/t2YGd54MlO7F3yre2GCFaybdpNWqSG1uHPKtLiTrF4STjgvlU5nbH8/YT1Kz8Avcp55Ew9IRWBS3DX0vlx29QsfQVUCB16iUkj5+OosnMEiGao97/U4qLi8nNzcVmC72sKAp5eXls3br1kIC1Zs0aXC4Xv/jFL9i2bRuDBw/mvvvuazRkVVZW4vV66547nU6cTukxsZote3/A2icBS7Rd/k2rcBwzIG5v2VcUhZSTZuHsXYD33Wcofeav2D54AfepF5AweByK2vTmHaauU/3NB3jefQaj0kPyuKmkTD4HLTk1Ct+BEO1Hg/8UOfwXlGmaRxwTCARYvHgxX375Jbm5udx6661cffXVvPzyyw02OH78+EOez58/n5tvvrmldUdUPA5zmqYJdiferRuo6dzH6nJiXjy+R2KdqQfxbf4J+8RZlJaWWl2Ote+RpEzUmdfj3LaBwCevUvrUnSg5XbGPn4HWdwSKcmjQMk0D/D6MLT/hX/oi5t5taAPH4po4CyO9Ax6/DjHwM21P5HdI+5ORkXHI83oDVteuXdm2bRvBYBCbzYZpmhQXF5OXd2i3e7du3Zg4cSKdO3cG4Pzzz2fKlCmNFvDJJ59QUFBQ9zxWe7AO/0HFg93ZnXFUlZMeh997a8TjeySW+Yp+oiboJ33gSBwx8t/G8vdIxkgYPBLfptV433sG3yv/wJbdGcXpwqytwfDXYNbWYPp/3ofU2WsIqRfOx5HX28LC44Pl7w8RUfUGrJycHIYOHcqzzz7L7Nmzee2118jPzz9keBDgl7/8JQsWLMDr9eJ2u3nvvfcYMmRIow0mJyfjdreP/cHaG1t2LsF9ciehaJv8m1ahOJzYu/SwupSY4+w+gOyr7sK38Ueqv1kKqobiSkB1JIQenQkozgS09Bwc+f3idohViHBqcIjw0UcfZfbs2dx555243W6efvppAObOncu0adOYNm0aeXl5/O53v2PMmDHYbDY6d+7MY489FrXiRXjZsnKpXv6x1WUI0Sq+jatC4UAmYTfI2WMQzh6DrC5DiLjQ4G+iPn36HLEsA8Djjz9+yPOLLrqIiy66KPyViaizZeeil++VpRpEm2MaBr7Nq0k54UyrSxFCCKCRhUZF/LHnHgOmSWDXFqtLEaJFgru3YlZX4oiTFdyFELFPApaoY++YD4qKf/tGq0sRokV8m1aDquHo1s/qUoQQApCAJQ6iOJzYOnQhIAFLtDG+Tauwd+mJ6nRZXYoQQgASsMRh7J17ENi+yeoyhGgR/8ZVcbc9jhAitknAEodwdO5OYPsmTMOwuhQhmiVYuhu9fC/OONrgWQgR+yRgiUPYO/fA9NcSLNlpdSlCNItv0yoAmeAuhIgpErDEIey53QEIbJN5WCL26Z4SvO/8B0d+P7QkWcBYCBE7ZEU+cQgtJQ0tqxO+jT+SOPQEq8sRokFGTRX7Hr0NdJ2Mi2+xuhwR53w+H+vWrSMYDDbreI/HQ2qqbKDdlmiaRrdu3UhLS2vW8RKwxBFcvYfiW/+91WUI0SAz6KfkiTsIlu0h59p7saVnW12SiGMbN26koKCAyspKq0sRUXDppZfyyCOPoKqNDwJKwBJHcPYeStX/3iFYtlf+cImYYxoGpc/ei6/oJ7KvvBN7p3yrSxJxzDAM5syZQ1ZWFu+++y6JiYlWlyQixO/38+mnn/Lb3/4WoMmtASVgiSM4ew0BRcG3/ntso062uhwh6pimieeNR6hZ+TmZl9wqdw4Ky+3cuZNPPvmE559/nnHjxlldjoiw0aNHA3DzzTdz9913NzpcKJPcxRG0JDf2Lj2plWFCEWMqlr5C5WdvkTbzahIGj7W6HCHYu3cvAD169LC4EhEtJ5wQmp+8ZUvj28pJwBL1Shgwitofl2HUVlldihAAVH39Ad63nyDllPNJPu50q8sRAggNEQLYbDIgFC8cDgcAuq43epwELFGvxNGnYAb8VH/3sdWlCEHV10soe/HvJI05DfepF1hdjhAxLz8/n759+1JQUECfPn246667mnXenDlzGDBgANOnT+epp55i5syZra6hqKioyXlK7ZkELFEvW1o2rgGjqPriv5imaXU5Ik6ZAT9lL91P2fP3kjhiEmkz56EoitVlCdEmvPrqq6xYsYKPPvqIu+66i6+//rrR43fv3s0rr7zCjz/+yBtvvHHU7UvAEqIByeN+QWDHJmp/XGZ1KSIOBUt2sef+G6n6dinp59xAxnk3omia1WUJ0ebk5ubSp0+fujlDzzzzDKNGjWLYsGGMHz+eVatWUV5ezsSJE6murmbYsGH19njVd94Bf/3rXxk0aBBDhgxh9OjRVFdXc8UVV7BmzRoKCgqYNm0aAL/5zW849thjKSgoYPz48RQWFgKhMJaVlcXtt9/O8OHD6dmzJ++8807d9ZctW8bxxx/PkCFDGDx4MAsXLgSgsLCQ008/nWOPPZYhQ4bw8MMPR+zn2FIyaCwa5OwzDFf/kZS/9jDO3kNQXUlWlyTiRM2qLyl97l7UxBRyrvs7ji4ygVi0DdVBk7XlkW2jbxok2prfk7t27Vr27dvHhAkT+OKLL3jxxRf59NNPcTqdfPbZZ5x//vmsXLmSd955hxEjRrBixQoAnnrqqbprNHbe008/zZtvvskXX3yB2+2mrKwMp9PJI488wq9//Wu+/fbbuuvcfPPN3HPPPQC8+OKL3HDDDbz99tsAlJSUMHz4cO644w7ee+89rrvuOqZMmUJpaSnTp0/n9ddfZ+zYsRiGQXl5Obquc9555/HMM8/Qt29fqqurGT16NKNHj2bYsGFh+EkfHQlYokGKopA2ax67/99leN78N+nnXG91SaKdM3Ud7ztPU7H0ZVwDx5Bx3k2oiclWlyVEs60th+FvNG8199b6brqNYVlNHzdz5kwURWHdunX8/e9/Jzs7m3vuuYeVK1cyatSouuP27t2L3+9v9FoLFy5s8Ly3336bK6+8Erc7tF1Venp6g9d5//33+ec//0lFRQWGYeD1euteS0pK4owzzgBgzJgxbNwY2rJt2bJl9O/fn7FjQ3cOq6pKRkYGa9asYfXq1Zxzzjl116ioqGDNmjUSsETss6XnkDb9cspeuh9nvxEkDpF1XkT4GbVV+NavoOKTN/FvXk3qtLkkT5wh861Em9M3LRSAIt1Gc7z66qsMHDiQJUuWMHXqVE488URM0+RXv/oVd9xxR4vabO15B9u6dSvXXnstX3/9Nd27d+eHH37gxBNPrHvd5XLVfa5pWpN36ZmmSVZWVl2PW6yRgCWalDj6VGrXfkfZi//A0bkHtqxOVpck2jjTNAls30jtT99Su/Y7/JvXgKFj65hH9tV/xdljkNUlCtEqiTalWb1L0TRp0iSuvPJKbr31Vm666SYuuugiLr30Urp27YphGCxfvpwRI0Y0eo2pU6c2eN60adN4+OGHOfPMM3G73ZSXl5OSkoLb7cbj8dRdw+Px4HA46NixI6Zp8uCDDzar/rFjxzJ37lz+97//HTJE2KdPHxITE/nPf/7DRRddBMCGDRvIyMggIyOj9T+wMJGAJZqkKArpZ1/P7vuuoeSpv5Bz7d9QHE6ryxJtgGmaGFUegvt2oZfsJLhvB4E92/AVrsDwlqE4XDh7F5A24ypcfYdjy+xodclCtEu33XYbPXv25Pbbb+fOO+/kjDPOQNd1AoEAp59+epMB64QTTmjwvAsvvJAdO3YwZswY7HY7iYmJLFmyhMGDB9OnTx8GDhxI9+7deeutt5g1axYDBgwgLy+PyZMnN6v29PR03njjDW666SYqKipQFIU///nPTJs2jUWLFnHDDTdw7733ous62dnZPPfcc+H4kR01xYzSPfjLly9n+PDhfPfddzExNtqY0tLSmEi/sca/bSN7H7gRZ++hZF5yW7u8o8vUdVDVJoem2sp7xDRNAjs3U7PiM3wbfgTTAFVDUVVQFFBUFFUDzYbqSkBxJqI4E1BdBz3aHQcudvjFMYMBDF8NZm3V/scaTF81Rm01evk+giU7MWur605Rk1KxZXXC0WMgrr4jcHYfgGKzR/EnEj1t5T0ijk5b+tsmwqO5/82lB0s0m6NLDzIvuY19//4DJU/cQfq5N6Ilp1pdVquYpoleupvAzs0EdhQR2LGZwI7NBPduB0BxJYbCxYFHZyJqQhK27FxsOV3QXakYiS5UV+xt7BoafttEzcrPqFnxGcG921FcSbj6DkOxO8HQQ2ubGQaYBqZhgB4gWLoH01eDUVsdCkm+Ggg0PvEVQHE4Qz8fZwLK/pCmOhNw5PUmcdgEtKxO2DI7YcvqKHeiCiHihgQs0SKufiPInHM7Zc/fx+67ryRlwlloaVmoKelo7gw0dwZoWqi3wzDAMDDN0B9yjP1/zA0d09D3v66Heo1Mo/lFKAqg7H9kf8+K+XMPi2mACYavBqOiDL3SE3qsKMOo9KBXlBHcs62uZ0VJTMbe6RicfYaSPP7M0CX298KYtdUYB3plKsqo3rQa3bMPgB2AlpqFLacLtg5dsOd0xdahK7acrmhpWVGdoG0aOv4t66hd9SU1Kz8nuG8HSkIyCYPGkDr9cly9h7aqp8jUg5gB/88/cw5+UMBmC/WACSGEOIQELNFiCQNG4Zj/L8peuh/vu89gBnxWl9Qoxe5ETUlDS0lHTU7FnnsMCYPHYc89BntuPlpqy8KQUVtFyYafSKz1ENxdTHDPNnwbfqBq2WLQA6E2HS5sOZ2x5XTFlt0ZLTVz/0dWKJAmuY86gBm11fjWLadm9VfUrvkao9KDmpiCa9AY0mZchbPXkKMeflM0G4omvyaEEKKl5DenaBUtNZOsy+7ANE1MXzW6twzDW4ruLQv1ICkqqAqKou7/PDTnJzTfRwvN/dG0/fOBtNDrNBY4Du6h2t9jtf/LoblEB7pVfu7dUp0u1JR0FIcrrL1JqisJLbc7SYfNrzENPTTsuD90BXcXE9hTjG/DDxgV5Yf20tnsaKmZqEmpoblPjgRUpwvFmRCa++RMgIODzcE9SIaOb+OPoTlVegBbxzySRp2Ca8BIHPn9pEdJCCFigAQscVQURUFxJYXm1uR0sbocSymqhi0rF1tWLgwYdchrpq6jV5Sil5dgePahe0rQPSUYVd7Q5HB/bei5ryY0D8pXA7pOKFjCgYBp7g+Wji69SJ02h4QBo2TZDCGEiEESsISIAkXTsKVlY0vLtroUIYQQUSCbPQshhBDtzLXXXkt+fj6KohyyKfPBTjnlFAoKCigoKEBRFIYMGUJBQQETJ06McrWNKyoq4pRTTmnVuQ888AAPPfRQmCtqHunBEkIIIdqZmTNnMn/+fMaNa3h7s8WLFwMQDAax2+189dVXh2xXc7BgMIjNZk1kyM/Pr6u1pa699towV9N80oMlhBBCtDMnnHACXbq0fl7s2rVr6dy5M7fddhvjxo3jscce491332X06NEMHTqUQYMGHbJi+ujRo7nlllsYN24c3bt357rrrqt77eGHH6Z///4UFBQwePBgvv/+ewA6duzIH//4R8aMGUNeXh4vv/wy99xzDyNGjKBXr1588cUXdbUc+F4qKyuZMWMGAwYMYMiQIUydOhWANWvWMHr0aAoKChg4cCB//vOfAfjtb3/LrbfeCkAgEOC6665j4MCBDBw4kBtuuIFgMLQx9znnnMM111zDiSeeSK9evTj77LPrXmst6cESQgghwsTw1xLcXRzRNmwduqI66u9pCqcdO3YwdOjQurBSWlrKF198gaZp7N27l2HDhnHKKaeQlRXafHHLli18+umn1NTU0Lt3b2bPnk1BQQE33XQT27ZtIzMzE7/fTyAQqGtD13WWLVvGZ599xqmnnsoDDzzAt99+y3/+8x9uu+02Pvzww0NqWrRoEYFAgNWrV9fVBHD//ffzy1/+khtvvPGQrx/swQcfZO3atXz//feYpsmUKVP417/+xTXXXAPAqlWreO+999A0jTFjxrBo0SKmT5/e6p+fBCwhhBAiTIK7i9lz3zURbSPnpn/i6Norom0ApKamctZZZ9U937NnD5dccgkbN27EZrNRWlrK2rVr64Yhzz33XFRVJSkpicGDB7Nx40aGDh3KhAkTOP/88zn99NOZMmUKPXr0qLvm2WefDcCwYcOorq6uez58+HBuv/32I2oaNmwY8+fPZ968eYwfP54pU6YAMH78eG6//XbKysqYMGFCvfPIlixZwqWXXordHlofcM6cObz44ot1AWvGjBk4naF9dkeMGMHGjRuP6ucnAUsIIYQIE1uHruTc9M+It9EaS5Ys4de//jUAs2bN4ve//32jxycnJx/yfO7cuVx44YVcdtllKIpC//79qa2trXv94PlbmqbVDbG98847fPPNN3z00UdMmjSJv/3tb3U9QwfO0fbvbXvw8/qG6Pr06cOaNWtYunQpH3zwAfPnz+eHH37gvPPOY/z48SxZsoT77ruPhx56iNdff/2Qc03TPGJNxIOfN1R/a0nAEkIIIcJEdbii0rvUGpMmTWLFihWtPr+srIxu3bqhKAoffPABa9eubfIcv9/P9u3bGTlyJCNHjmTnzp188803rR56Ky4uJjMzkzPPPJPTTjuN1157jZ07d7Jz50569uzJxRdfzJAhQ+p6tg42efJknnzySc444wxM0+TJJ59k2rRpraqjOSRgCSGEEO3M1VdfzcKFC9m1axeTJk0iOTmZDRs2HNU17777bubNm0d2djaDBw9m6NChTZ7j9/u58MILKS8vx2az0bFjR5588slW17B8+XJuu+02FEVB13WuvPJKevfuzR//+EdeeeUVHA4HpmnWuzTDvHnzKCoqoqCgAAgFriuuuKLVtTRFMc0D+49E1vLlyxk+fDjfffcdw4YNi0aTrVZaWkrGYdugCHEweY+Ipsh7JD60pb9tIjya+99clmkQQgghhAgzCVhCCCGEEGEmAUsIIYQQIswkYAkhhBBChJkELCGEEKKVDqzf5Pf7La5EREt1dTVA3YKlDZFlGoQQQohWys/Px+Vycccdd3D77bfjcDisLklESDAYZOPGjfzud78jJSWF3r17N3q8BCwhhBCilVJTU1m4cCFnnHEG7777rtXliCiYMGECH374Yd22Og2RgCWEEEIchZNPPpldu3ZRVFSEruvNOsfj8ZCamhrhykQ4qapKTk4OHTt2RFWbnmElAUsIIYQ4SqmpqQwZMqTZx8tCtO2fTHIXQgghhAgzCVhCCCGEEGEmAUsIIYQQIswkYAkhhBBChJkELCGEEEKIMJOAJYQQQggRZhKwhBBCCCHCTAKWEEIIIUSYScASQgghhAgzCVhCCCGEEGEmAUsIIYQQIswkYAkhhBBChJkELCGEEEKIMJOAJYQQQggRZhKwhBBCCCHCTAKWEEIIIUSYScASQgghhAgzm9UFiLZLN0x2VMOuGpPd1bCrBnbXmPh0MEww2P9ogrn/c1UBbf/HwZ/Xfaih1H/wo6aAXVWwq2BXwbH/8cDnLhskaAoujdCHLfTotoOmKtb+kIQQQsQlCViiVRYXG1z1hc6mip+/pgBZLkiwhcKRuj9EKfs/V5RQyNLNnx91E3TjoM/reS1otq5GmwJdkiAvWaFbMnRLUei2//OBGQqdEiV8CSGEiIwGjWN69gAAIABJREFUA1ZhYSEXX3wx+/btIy0tjaeeeor+/fvXe2xtbS3Dhg0jMTGRb7/9NmLFCusFDZMrPtdZsM5kYieFB8aq5CYqdEyEbBfYItRjpBsmAYMjPnwG+HSo1aFWN6kJhj6vCcLeWpMtlbC10mRjBXy402BHVag3DaBrEozKUUIf2QrDshSS7M2v3zRNqoNQ6oMyH3gDJh4/eP3g8Zt4A+Dxh2pR9gfNusf9nydokO6EdKdCuuOgz52R/XkKIYSIrAYD1uWXX85ll13G7NmzefXVV5kzZw7Lli2r99jf//73jBkzhpUrV0asUGG9gGFyzlKdt7aYPHa8xtw+CooSnQCgqQqaCq5Gj2q6Fr9uUlwF3+8z+WqvyVd7TP7wnUF1MDQU2T8d0h1K3fDlwY8mocBU5jMpqUmiPBDEb9TfjqqEhihTHaEePQBz/1Bp3SOh8FXmgxq9/mt0TICuyQpdkqBr0s+PE3MVshMkfAkhRKyqN2Dt2bOH5cuX8/777wMwY8YM5s2bR1FREfn5+Ycc+9lnn1FYWMiNN94oAasdM02TuZ/qLNpq8tpkjWnd2ub9EQ5NoYcbergVZnYPfS1omKwug6/2mHy3z6QqaNbNHTswZHlgHllPN2Q4VRIMH7lpCWQ4FTKckOaAVIdCqgPcDkiy0aLwWRs0KfOHwlaZz6TUF5rTtq3KpLjSZFsVLC4zKK6CykBo/tkZ3RTm9lGZ1FmRuWZCCBFj6g1YxcXF5ObmYrOFXlYUhby8PLZu3XpIwKqqquL666/n/7d35/FRVff/x1/n3glZCCQEQgJhCRASRJYAAoIBVFBQBLFuP5fWpf5qW7W72H79Wr/Wn37b+u1qtV+qXaxaRYXWrW6ggIjKJiICgkJYAoGELYQsZO49vz8GosgekplJ7vv5eMxjSCZkTmbOvfc95577OS+88AJr1649oSesrKykoqKi/uvExEQSExNP4U+QaLhrsc/f11r+cU7zDVdHE3IMA9vDwPYnHlJ27txPRkZqo7UhKWToFIJOKXCskThrLWU18PRnPo+s9pnwqke3VLgx3+GGAoduqQpaIiLx4KinCL/86dvaw2ca33777dxyyy3k5OSccMAaM2bMIV9PnTqVO+6444T+b7Ts2rUr1k2IK89tDHHfsmR+2q+W8Rn72bkz1i2KvVj2kRBwbWe4phMs2eXw5PoEHliewD1LPc7J8ri+Rx3jO4UJtawc3OxoPyLHov7R8mRkZBzytbFHSE7bt2+nd+/e7Nixg1AohLWWTp068d577x0ygjVgwID60aiamhp27dpFXl4eH3/88WFPvHTpUoYMGcLcuXMpLCys/348jmDt3LnzsBcqqD7eaTnjX2Gu6Gn42xg3anOu4l289ZHKOssz6yzTVvksLLN0aQ0393G4qY9Dtq6WjIl46yMSX9Q/Wr4jfsbt2LEjgwYN4oknngBgxowZ5ObmHjb/avny5RQXF1NcXMzTTz9N//79jxiuvig1NZW2bdvW3+ItXMnnqsOWK98M06st/G+RwlU8S00w3Fjg8P6UEIunhBjfxXD/Mp9uT4W56s0wb2/1jzgKLSIiTeOopwinTZvG9ddfz/3330/btm157LHHALjpppuYPHkykydPjlojJTYeWe2zejcs+0qI5JDCVXMxJNPwaGaIB4ZbHlvj88dVPqNf8ujdFnqnGbKSITvlwH1y5D4zydC2FbRJiNw0aV5E5NQc8RRhUzh4inDJkiUMHjw4Gk/ZYBq6jVxZ13t6mLOyDU+co3q0X9ac+oi1lje3WJ5bb9lSZdlWDaUH7muOUB4CIvW52hwIXBmJkfIQOSmGnNaQ09qQkxK5754amaAvh2tOfUSiT/2j5dORU45oxnpLcSXM7O/GuilyiowxjM0xjM059PvWRoqhbquKFGXdW8cXbpaK/ZF/76ixlFTBnK0+JVWRUhL1vxvongoF6Yb8NENBWuTfBWmRUKbTyiISVApYckR/+cRndLZhUAcdIFsqYyJ1u9JaQf4JFGk9qCps2bIPSqosn1XAJ7sta/ZYZpX4/O+qSIV9iFSiH5llGJllOCvLMKSD0WiXiASGApYcprLOMmer5RfDdJ2/HC4lZMhLg7w0w5hOhz4W9i3Fe2H1bsvCMss72yw/W+qzLxxZmHtIB0NRtmFKrmFEx+itBCAiEm0KWHKY2SWW/T5M7KaAJScn5Hwevi7qHvle2Lcs3wnvlPos2G554lOfB5ZDzzZwTZ7DtXkO+ekKWiLSsihgyWFe3uTXX3EmcqpCjmFwBxjcweU2wLeWeVsjQet3K3zu/cBnaKbhq3mGK3s5dNQaiyLSAmiIQg5hreXfm6xGr6TJOMZwdmeHR0eH2HZtiGfHunROgR++79PlH2Ee+thTzS4RafY0giWH2FAJJftgbGeNIkjTSwoZLutpuKynw44ayz1LfW5d4LOk3PLwWa4mxYtIs6VhCjnEorLIyMEZmTqwSXS1TzL8fqTLY2NcnvrMMvolj82VGskSkeZJAUsOsfjAOnZav05i5Wv5DvMnhSitsgz5V5h5W/1YN0lE5KQpYMkhFpVZhmr0SmJsSKZhySUh+qYbxr7s8QfNyxKRZkYBS+r51rKk3HKGiotKHMhMNrxxocutpzvctsDn6/M8wr5Clog0D5rkLvU+3QMVdWgES+JGyDH8ZoTL4A6GG+Z6uMbjT6NcFSgVkbingCX1lpRHRgeGaARL4sxXezv4Fq6f65GV7PP/hmqNTBGJbwpYUm/lbkvnFMhIUsCS+HNdvsP2asvUhT5ZyXBbP4UsEYlfClhS75PdlgJVb5c49qMBDqXV8N13fTomRyq/i4jEIwUsqbd6j6UoSwcsiV/GGB4YHhnJ+uocj4xEOK+L+qyIxB/tmQQAz7es2QN90mPdEpFjc4zhL2NcxuUYvjLLY3GZ6mSJSPxRwBIANlZCrYdOEUqzkOAYnh3rcno7w4Wveqzdo/INIhJfFLAEiJweBOiTroAlzUPrBMPL413aJ8EVs8Oxbo6IyCEUsASA1bstyS50TY11S0ROXPskw71DXJbtQOsWikhcUcASAD7ZDflpkfktIs3JOZ0NBpi9RQFLROKHApYA8MkeS4FOD0oz1D7JUNgeZpVosruIxA8FLAGgeK+lZxsFLGmexuU4zN5itSC0iMQNBSwh7Fs27YPcNrFuiUjDjO1s2FoFq3fHuiUiIhEKWELJPvAs5KZqBEuap6JsQ4IDs7foNKGIxAcFLKH4wNVX3XWKUJqp1gmGER0Ns0p0ilBE4oMCllC8N3LfXSUapBkbl2OYs9US9hWyRCT2FLCEDZWWrGRIDmkES5qvsTmGPfthabkClojEngKWULzXkqvTg9LMDc00pCaoHpaIxAcFLKF4L+Tq9KA0cwmOYUy25mGJSHxQwBKKKzWCJS3DuBzDO9ss1WGFLBGJLQWsgAv7lk2VGsGSlmFsjkOtBwu2KWCJSGwpYAXc1ioIW5VokJahXzvomKx5WCISewpYAbd5X+RA1KW1ApY0f8YYzu2seVgiEnsKWAFXsi9yn5MS23aINJZxnR2WlFt21ypkiUjsKGAFXEmVJcmFdomxbolI4xibY/AtzNmqgCUisaOAFXCb90GX1pFTKyItQW4bQ882MFunCQ+zvdry+mafdRUWa/X6iDSlUKwbILFVss+So/lX0sKMzTHM2uIDbqybElP7PcuCbZbXNlteL/FZWv75Y20ToLC9OeR2ejto5Wp/INIYFLACruTACJZISzKus8Mjq71AfoCoDlv+vtbnpY2Wt7ZY9oUhMwnO72L47ukOwzsa1u+1fLDDsmyH5dXNPg9+DBZIbwX3DHH4dl+HkBOs102ksSlgBVxJleXMjjpTLC3LOZ0j4eDNLZav9g5GUAj7lr+vtdy9xGNrFRRlG+4c5DC+i0Nhe3C+MA2gIN0woevn/3fvfstHuyyPrbF8712fRz/xeXCky5hO2jeINJS2ngCz1rJ5H+RoBEtamMxkw8AMmF3ix7opTc5ay/PFPgNnhPn6PI+RWYZVl4eYc1GInxS6DO5gDglXR9KmlWFklsO0US6LpoRICRnOfsnj6jfDlOzTXC2RhlDACrCdtVDrEbhTKBIMY3McZm1p2ZO555f6FL3oMeUNj+wUw6IpLtPHhuid1vBtekimYcFkl7+OcZlVYil4Jswvlnns91ru6yjSFBSwAkw1sKQlG5djKNkHa/bEuiWNb3Ol5ZLXw4x60aMqbHntApdZF7qckdk4u3THGK7Pd1hzRYib+jjcudhn4Mww75S2/BFBkcaigBVgJVWq4i4t16hsQ8jA7C0tJxRYa/nzap/TnwvzfpnlyXNcllwS4vwuTpOUWklPNPx2hMsHXwmR1sow6kWP7yzwqKzTaJbI8ShgBVjJPnAMZGsES1qg1ATDmR1Ni6mHVbzXcv4rHje97XFpD8PHl4W4Os857vyqxtA/w/DOJJdfnenw6Gqffs+FeX1zywmuIk1BASvASvZZOiahy7GlxRrTyTB/W/Oeh+Vby8MrPfrPCPPJbssrE1z+MiZEu8TobreuY/h+f5cVl4Xo1dYw/hWPG+aG2aUliUSOSAErwEqroZNGr6QFK8o2bK+GTyti3ZKG+azCcu7LHre843NNL4cVl4WY0DW2u+2ebQ2zLnR5ZJTLzPWWvs+Geehjj+K9CloiX6Q6WAG2tcrSKUWjV9JyjcgyGGB+qT2lK+tiYX6pz6TXPNolwuwLXc7NiZ/Pw8YYbupjuKCr4bvvenz3XZ9bF/jkp8H4Lg7juxjO7mRondC8XnORxqSAFWCl1XB6eqxbIdJ00loZBmREwsoNBfETUI5n5nqfq9/yGNHR8K/zXdJaxWdQyWlteG5ciD37LW+WRJbkeXFDpDJ8Kycygjihi+GCrg6nt9OapxIsClgBtrXKMq5z8znoiDREUbbDG82o4OjDKz1ufcfn8p6Gv5/tktgM1gZMa2W4pIfhkh5grcOaPfD6Zp9XN1vuXuIzdaFPl9bUh61xOYa2DQiN1lrCFhI0b1SaAQWsgLLWUlqlKwil5SvKNjy0ErZXWzomx++B2VrLfy72uX+Zz3f7Ofz6zOhcIdjYjDEUpENBustt/aAmbJlXanllU2Tdw0c/8QiZyOnbzimRka4EJ7LIdIIT+doxsHu/ZUcNlNfAjlobua+JrJl4RqZhTLbh7M6GoixDmzgd4ZNgU8AKqF21sN9Hc7CkxSvKivTxd0otl/SIz/5e51tuftvjr2ssvxzm8KMBTVPXKhaSQobzuxjO7wK/wWV9RSRozd4SCU37fajzYb/vs9+L/NuzkN7K0D4JuqZCYXuH9knQPjHyO9/ZZnn8U59fLgfXwJAOhjGdDFf2dBiS2TJeN2n+FLACqrQ6cp+dHNt2iDS1LqmG7qkwf5vlkh6xbs3h9tVZLp/t8cZmy+Nnu1zbu2Wftu/R1vCtvi7f6tvw33HL6ZERv7V7YG6pZc4Wn8fX+jy00mfrNaEGnX4UaWwte0uWo9p6oIp7tkawJACKsg3zS+OvjIBvLZfO8ni71PLyhJYfrhqTMYb8dMP/7ePw5LkhFk4JUR2GZ9fF3/sswaStOaA0giVBUpRlWFpu2RdnS7zc/4HP65stM8a5nN9Fu+NT0TXVcF6O4a9rms8FDdKyaYsOqK1VljYJqE6NBEJRtkPYwsKy+AlYb5b43L3U56eDHYWrRnJ9vsM72yxr98TP+yzBpa06oEqrVMVdgqNvO0hvRdycJtxaZbn6LY9zOhnuGqTdcGOZkmtIawV/0yiWxAFt2QG1tcqSHceXrIs0JscYzsqKj3lYYd9y1ZsejoEnz3FxVdOp0SSHDFf1cnhsrY/nx/69lmBTwAoorUMoQVOUbViw3RKO8YH3v5b4vF1qefpclyxdZNLors83lOyD2VsUsCS2FLACqrTKkqURLAmQomxDZR18tDN2bXhlk899y3zuO8NhdCftfpvCsEzDaelosrvEnLbwgNpWrSruEixndDC0ciLrEsbCpkrLV9/ymNjVMHWgdr1NxRjDDfkO/yy27KrVKJbEjrbyAAr7lh210DFJI1gSHEkhw9BMw/xt0T/o1vmWK2d7tE6Ax852m+USOM3Jtb0dwj5M/0yjWBI7ClgBVFYTue+oGlgSMAcLjlob3ZD1X0t8Fpdbnhnr0l4fbJpcpxTDhC6Gv67RCJbEjgJWAG0/UGQ0SwFLAqYoy7ClCor3Ru85l5ZbfvGhz08HOQzvqF1utNxQ4LCwzLJyl0KWxIa29gDaXh3Z4XTUJHcJmJEHFn6O1mnCOt9y49ww/drBHYXa3UbTRd0MGYmqiSWxc9Qtfu3atYwcOZL8/HyGDRvGypUrD/uZN998k+HDh9O3b1/69evHnXfeGfWhdzl52w6MYGUmxbYdItGWkWQ4vV30Co7+YpnPil3wlzEhElTvKqoSXcM1eQ6Pr/VjXppDgumoAevmm2/mG9/4BmvWrGHq1Kl8/etfP+xn2rVrx1NPPcXKlStZvHgxc+fO5amnnmrSBsup215taR3SMjkSTEVZTlSuJFxd4XDvBz5TBzoM7qBtLRZuyHcorYbXNitgSfQdMWBt376dpUuXcu211wJw6aWXsn79eoqLiw/5uUGDBtGzZ08AkpKSKCwsZN26dU3bYjll22s0/0qCqyjbsHI37KhpuoOu51u+sySJnm3hp1oKJ2YK28OADNXEktg44pa/adMmOnfuTCgUAiJ1Rbp168bGjRuP+otKS0t57rnnuPDCC4/5hJWVlVRUVNTfamtrT6H50hDbqq3mX0lgFWVH+v6CJpyH9bsVPkt3OvxltEtSSNtarBysifXCBtukgVrkSEJHe8B8qU7LseZWVVRUMGnSJKZOncrgwYOP+YRjxow55OupU6dyxx13nEhbo2bXrl2xbkKTKqlIJt217NxZEeumNFstvY+0ZG0sdEpuzRvFtZzVZn+j//51lYY7F7Xmuq57KUgw7Ixh5XiBCzsYbreteWR5Jd/Iq4t1c+ppH9LyZGRkHPL1EQNW165d2bx5M+FwmFAohLWWTZs20a1bt8N+du/evUyYMIHJkyfzgx/84LgNmDt3LoWFhfVfJyYmkpiYeLJ/R5P78gvVkuwKhxnUATIyVMr9VLTkPtLSje4UZskel4yM1Eb9vb61/GiBR+fWlp8NNuojcSADuKBrmFe2JfPjYW1i3ZxDqH+0bEc8RdixY0cGDRrEE088AcCMGTPIzc0lNzf3kJ+rrKxkwoQJjB8/nrvuuuuEnjA1NZW2bdvW3+IxXLV026qtqrhLoBVlGxaVWarDjXvaaNoqn7lbLY+Mcml91PMDEm1nZBpW7tYpQomuo86+nDZtGtOmTSM/P5+f//zn/PnPfwbgpptu4oUXXgDgd7/7HQsXLuSf//wnhYWFFBYWct9990Wn5dIg1lq216iKuwRbUbZDnQ+LyxrvoFu81zJ1oc83+jicm6OJ7fGkIM1QXgM7NQ9Louion7EKCgp49913D/v+o48+Wv/vO++8kzvvvLNpWiZNYm8d1HoqMirB1r8dtEmIXL4/qtOp/77qsOUrb4TpkAi/HK5wFW8K0iP7u0/2WEZo9F6iRHuCgNmmZXJEcB3D1wscHlju80H5qY1qWGu5+W2P1bvhX+eHSGulA3i86d02cv/Jnti2Q4JFAStgyg4MkWfqU5wE3M+HOfTLgCtmh6nY3/CQ9YePfR7/1PLoaJeB7bVdxaPWCYaureETzcOSKFLACpgyLZMjAkSWUpl+boht1XDzfK9By3zN2+rz/fd8vt/P4eo87U7jWUG64ZM9ClgSPdojBEx5TeQ+QwFLhLw0w6OjXJ7+zPLI6pM7+G6utFw+22NUttG8q2agIM1oBEuiSnuFgCmvsbRLRAvPihxwRS+Hb57m8N13PZbvOLEDcE3Ycuksj0QHnhnrEtL2FPcK0uDTisgyRiLRoIAVMGU10EGlx0QO8ZszHQrSIvOxKuuOfQC21nLrAo8Pd1pmnueSqStym4WCdMN+H4orY90SCQoFrIApr7F00AR3kUMkhQzPjA1RUgXfOs58rD+t9vnzJ5b/LXI5I1O70Oaiz8FSDTpNKFGiWsMBU14DmSrRIHKY/HTDtCKXa97yOKez5cYCw37P8tFOWFTms6jMsqjcsmIn3NLX4fp8havmpEtrSHZh9W7LhYev+ibS6BSwAqa8Fk5Pj3UrROLT1XkOb23xufUdj2mrfD7caan1wDXQPwPO7Gj4QX+Ha/I0CtzcOMaQn6ZaWBI9ClgBU1Zt6ZCtT94iR/O7kS6793skuXBNnsPQTENhe0NySKGquVOpBokmBayA0SlCkWNLCRmeHaddY0tUkGaYt9WPdTMkIDSUESD7PUtFHZrkLiKBVJBuKK3mlCr3i5woBawA2VEbuVeZBhEJooK0yL1OE0o0KGAFSP0yOTpFKCIBlJ92sFRDjBsigaCAFSDlBxZ61ilCEQmitq0MnVI0giXRoYAVIAfXIdRCzyISVFqTUKJFl8qcguqw5YHlPjtq4MpehhEdDcbE7+hQWY0lwYE2CbFuiYhIbBSkGd7drisJpekpYDXQ3K0+/3eex4ZK6JAEv/8YclPhqXNdzsyKz4HB8ppIW+M5BIqINKU+6fD3teBbi6N9oTSh+EwCcW7mep+zX/LISjZ8eGmITVeHmHORS5tWMHVh/H4yOhiwRESCqiDdUO3BJi363KR8a1m92/LYGp/b3vH440qPWi9Yp2Y1gtUAT37qMyzTMHeSW/8JaEwnw71DYMobHgu2+YyMw1GsshpLpia4i0iAFRy4knD1bkv3NtofNpbdtZb5pZb3yyzvb7csLLPs2R95LK8tPLQSfvGhz08Hu3yttyHktPzXPv5SQJwL+5bZWywTu5nDhpcndTeclh7pRPFII1giEnTdUyHR1ZWEjWFHjeUvn/hc+GqYjk+EmfR6ZA3PRBd+1N/h9Qtcdn0txNorE1hxWYhhmYavz/Po+2yYpz718W3Lfg80gnWSFh1I5efnHJ6+HWO4fYDLjfM8Vu6y9G0XXwm9rMbSJ12ZWkSCy3UMeW216HNDba+2/LPY57n1lre2WHwLozsZfjXcYWI3hx5tjjzPt287wzPjQnxQbvnpEo+r3/K4fxnce4bLxd3j+wKxhlLAOkmvb7akt4IzMo/cGa7JM9y1BB5Y7vHXMfH18moES0REpRpOlLWWdXvh3W2W97Zb3t3us2wHGODsToY/jHSYkuuQnXLi4WhQB8OL40O8u83nrsU+l7zh8a3THB46y2lxISu+EkAz8HqJZWzO0c8ft3INP+jncMdCn/vOsHRuHR8dxlpLWY1qYImIFKQbHl8bn1M5Ysm3lg/K4Y0Sn3e3R0LV9gMrgOSnwYiOhlv6OkzqZshMPrVj24gsh1kTHf60yufm+R6ZyXDPELcR/or4oYB1EnbXRibvPXzWsTvBjQUOP17k89x6n+/0i48Os7cO6nxVcRcRKUgzbN4H++osrROCvU+srLPMKrG8tNHn5Y2W0mpITYDhmYZv9HEY0dEwvKOhfRMdO75xmsOuWsuPF/l0SITb4uSY2RgUsE7CW1ssnoXzuxy7o6UnGs7LMTy7zvKdflFq3HGUqYq7iAjw+aLPa/bAoA6xbUsslNdYnv7M58UNljlbLfv9yGtyTZ7DxG6GomxDQhSv8ps60KGsBr7zrk/7JMPVeS1jrrAC1kl4vcSSnwa5J3Bp7+U9HW6c67FlX3ycJtQ6hCIiEQXpBxZ93mMZ1CEY+0TfRialP7LaZ2Zx5HhwdifDL4c7TOzqkJcWu9fBGMMDwx3KayzXzfFolwgXdG3+IUsB6wRZa3lts8/EE3zTL+5uCDkws9jn1tNjP+RZduA8emZybNshIhJr7RINmUkEYqJ7aZXlb2t8Hv3E57MKIqWEhjl8tbcTVx+4jTE8OtplZ63HpW94zJ4YmafVnDXv1kfR+r2R23nHOT14ULtEw7gDpwnjQXlt5L59YmzbISISD/qkmxZdC+v97T6XzQrT9R9h7lnqc1aW4e1JLh9fFuL7/d24ClcHhRzD9LEuZ2QaJr7m8fHO5v3+KGCdoEVlkTd6ZNaJd8rLezi8XWrZWhX7TlJeY0lrFbnKUUQk6ArSWl6xUWstr2/2OeelMGc+77Fip+W3Ixy2XhPisbNDFGXHfymE5JDhhfNdurWG818Js6IZhywFrBO0tNzSLfXk5jBd3N3gmsjahbFWVq0aWCIiBxWkG9bsiYSS5s7zLc+u8znjX2HGv+JRWQczxrmsvDzELae7pCfGd6j6svREw6sXhGifBEP/FebPq/1m+T4pYJ2gJeWWwe1PrpNmJBnG5hieiYPThOU1Ni6HhEVEYqEgzVBZB1uqYt2Shtu73/KnVT59nwtzxWyPdq0Msy50WTjF5Ss9nMOWc2tOslMM718c4qu9DTe97fHVOR6VdbE/lp4MBawTYK1l6Q7L4AZcbfK13g7zSi3LdsS2Y6jIqIjI57646HNzYq3lvW0+N80L0+nJMN+c73F6O8PCKS6zJoYYmxP/pwFPVHLI8KdRIZ48x+X5DZYh/wyzPMbH0pOhgHUCNlTCrloaFLCu6Gno2Qbu/8BrgpadOC2TIyLyuR5tIWSazzys8hrLbz/y6D8jzIgXPN4osUwd6FB8VYiZ54UYmtlyD+dX5zksmRIi2YXhz4f506rmccpQZRpOwNLyyBs5pAEBK+QYflzocvPbHqt2WU6L0QLQZTWWoqSWuwGKiJyMBMfQqy18sjvWLTm2jZWWu5d4/ONTiwWmdDf8+kyHsZ0NbhSLgcZafrrhvYtDfP+9yNI6s7cY7h3ikp8ev6+BjrgnYGm5pVMKJ7Wg5Rd9rbchpzX897LYjWKVaQRLROQQBXFcqmFXrWXq+x75z4R5ZZPlvqEOJVeHeGZciPO7OIEKVwclhQx/LHJ5+lyXN7dYCp4NM+GVMC9t8PH8+HsX3LYlAAANC0lEQVQfFbBOQEMmuH9RomuYOsDhH59Z1lVEvxPsq7Ps2Q+dGxgQRURaooI0E3fFRmvCll8t9+g1PczDK31+MtDh0ytD/GiAe8oLLLcUV/Zy2HRViMfGuOyogUmvR4Lor5Z77KyJn/dTAes4rLWRgHWKyync1MehfRL84D0v6km7ZF/kvmtqVJ9WRCSuFaQZNlRCdTj2B2XfWp5Y69Pn2TB3LPS5smckWN09xCU14AtSH0lSyPC1fIdFl4R4/2KXkVmG/1jk0+UfYW6cG2Z2SexHtRSwjmNLVeT02qkGrOSQ4ZFRLi9ttNw834vqBL1N+yLP1SUO1kQUEYkXBelggU8rYtuOyjrLRa9FShEM7mD4+LIQfyxyGzwtJWiGdXR4/JwQG68Kcecgh7lbLeP+7ZHzjzC3vuMxv9THj8GkeE1yP46DE9xPNWABTO7u8JfRcN1cj7YJPr86MzqX024+MIKVk9LkTyUi0mz0Objo825L/4wYXYBUbZn4msfq3ZZXJ7iMbwGLHMdKVorhzkEu/1HosLjcMv0zy/R1Pg+thC6t4YqeDpf3MAzNjM4FAgpYx7G03NI+Ebq2bpzf97V8h4o6y20LfCrqLA+OdEkONe0bvXmfpUNSZEhVREQiOiQZMhJjV6qheK/l/H+H2VMHcy4KNcoHeYksHD000zA0E3453GHBNsvTn1me+NTn1x9FLvi6oIthYjeH8V1Mk1W6V8A6joMFRhtzpOnW011SQoZb3vFYWBbmmbGh+k9STWHzvkh6FxGRQw3pYHh+g+U/Cm1UC3R+vMfhygVhUkKwYHKIXm0VrpqCYwxF2YaibPjtCIf3tlte3mh5eZPP4596uCayxvDEroav93EadcUTjUUeg28tC7ef+gT3I7mxwGHhlBD7vchaS+9ta7r1Cjfvs5p/JSJyBD8pdFhUZnlhQ/RGseZs8Zk4J4VOKfDOJIWraAk5hqJsh/8e5rL80gQ2XBXiDyMd0lvBPUt9/riycY/DCljHMG+rpbQaJnVrms7fP8Ow+JIQhRmGC1/zmmzV8M37LF0VsEREDnNO50jRzv9cHJ0rvGes9xn/isfgDI85E0NkaSJ7zHRLNXyzr8sL40NUXB/irsFuo/5+BaxjeHytT882keHDppKaYHhxvEu31nD+K2HWN0GdrE2VOkUoInI09w11WLELnl7XtAHrDx97XD7L4ys9DE+fVU2bVgpX8SLUBJPeFbCOoipseXa95dreTX+lX3qi4dULQqSEYMxLYd5txNOF1WHLjlqVaBAROZrhHR0u7m64e4lHXROMYvnW8sP3PG5b4PO9fg5PnuPSSkffFk9v8VG8sMGytw6uzYvOS5SdYnhrYogurQ2jXvT45Ydeo9TtOFhkVCNYIiJHd+8ZLusq4K+fNG7Aqg5brpjt8dsVPr8f4fDrES5OFCfTS+woYB3F42t9zuxo6J0WvQ2ha6ph7iSX2wc43LHQZ8CMML/5yKOsuuEb/GYVGRUROa7+GYarehl+9oFHTSNVdi+rtox92ePfGy3/PM/ltn6NO8dH4psC1hFsrzG8ttnytd7RDyUJjuG/h7nMu8jltHTDjxf65PwjzJ9WNey04YpdlgQHummZHBGRY7pniEtpFfyxgfvbL1q7xzLihTCf7bXMneQyubsOt0Gjd/wIZmwK4ZhI1ddYGdXJ4dlxIbZcE+KmAoeb53v85iPvpH/P26WWYZlGRUZFRI4jL81wY4Hh/mU+e/c3fBRrwTafEc+HSXDgvckhhmbqUBtEete/ZOZ6n5+tSOSqXob2jVhwrKHaJxkeOsvhJ4UOP3jP52dLT3wdQ2st87ZaRmXH/u8QEWkO7hrksrcOfrvi5Eex9u633L3E49yXPfplGBZMDtFDNa4CS5Xcv+CR1T7fnO9xcU6YP41KjnVz6hljuH+oS+sQ/OdinxU7LY+Mdkk7ziW+n1ZAaTWM7qQNXETkRHRNNXzrNIf/We5zS1+HjBP4oL3fs0xb5XPvBz4VdfDd0x1+doZDoqt9b5A1m4A17F9htlZZspMNHZOhfWJkdCe9FaQmRG6tQ4aUECSHINGBBAdCDnj2wM0HH/At7Peg1oc9+2FJueXdbT4f7IBb+zrc3aeGRDf+Vka+c5BLn3TDjXM9Bs8M88Bwl0tyj76Mz7ytFsc0bR0vEZGW5ieFDo+s9vnlcp+fDzv6xHTfRhYU/s/FHsWVcH1vw38Ncemaqn2uNKOAdeeB1bFLqyzbqmHdXlhc7rN7P+yrg8pwJDg1REEajMgy3D7A4f/0Muza1bhtb0yX9nAobG/41nyPS2d5nN3J8Mgol7wvXe3oW8uMYp+BGRx3pEtERD7XMdnwvX4Ov/7IZ2SWIdkF14DzhVtZNdz7gccHO2Byd8ML57ucnqF9rXyu2QSsi3MdLs49+uPWWmo9qApHbvt9qPMjI1eOiWwchs83klYuJLmQ7NLsJoD3amt4/cIQr2/2ufltj9OeDXNtb8OELg65bcBaeGyt5dVNluljdVmwiMjJ+tEAh7+t9bn49aNfXDQyy/D2JIeibE1nlsM1m4B1PMYYkkKQFIKMWDcmSs7v4rDiMsP/rvJ5eKXP39Z8viNwDfzhLIfLY3glpIhIc5WeaFhzRYidNZEP6r6NTDE5ONXENZDXliZf6UOarxYTsIKqdYLhhwNcfjjApbzGsrUqsiPo1TayzqGIiDRMSsiQohqC0kAKWC1IhyRDh6RYt0JERER0/khERESkkSlgiYiIiDQyBSwRERGRRqaA9SW1tbX84he/oLa2NtZNkTilPiLHoz4ix6L+EQzGnujCdqdo6dKlDBkyhCVLljB48OBoPGWDVFRUkJaWxp49e2jbtm2smyNxSH1Ejkd9RI5F/SMYNIIlIiIi0sgUsEREREQaWdTqYFVXVwOwatWqaD1lg1RWVgKwbNkyUlNVYU4Opz4ix6M+Isei/tFy9enTh5SUFCCKc7CefPJJrr322mg8lYiIiEjUfXGeedQCVnl5Oa+99hq5ubkkJydH4ylFREREoiYmI1giIiIiQaFJ7iIiIiKNTAFLREREpJEFLmDl5ubSp08fCgsLKSwsZPr06QBs376dCRMm0Lt3b/r168f8+fPr/09VVRVXXXUVeXl55OfnM3PmzFg1X5rAd77zHXJzczHGsGLFivrvN7RP+L7PbbfdRq9evcjLy+Phhx+O6t8jje9ofeTss8+mZ8+e9fuT3/zmN/WPqY8ER01NDVOmTCE/P5/CwkImTJhAcXExoP1IoNmA6d69u/3oo48O+/4NN9xg7777bmuttQsXLrTdunWzdXV11lpr77nnHnvddddZa61dt26dzcrKsjt37oxWk6WJzZ07127atOmwvtHQPvHYY4/Zc88914bDYbtjxw7bvXt3u2rVqqj+TdK4jtZHxowZY1988cUj/h/1keCorq62L7/8svV931pr7YMPPmjPO+88a632I0EWuBGso3nmmWe45ZZbABg6dChZWVn1nzSmT59e/1iPHj0YPXo0zz//fMzaKo1r9OjRdOnS5bDvN7RPTJ8+nW9+85u4rktGRgZXXHEFTz/9dJT+GmkKR+sjx6I+EhxJSUlceOGFGGMAOPPMM1m3bh2g/UiQBTJgXXPNNfTv35+bbrqJsrIyduzYge/7ZGZm1v9Mbm4uGzduBGDjxo107979iI9Jy3QqfUL9JVhuv/12+vfvz5VXXll/UAX1kSD7/e9/z6RJk7QfCbjABax58+bx4YcfsnTpUtq3b891110HUP/J4yD7peoVX3z8y49Jy3QqfUL9JRgef/xxVq1axfLlyxk1ahQXXXTRIY+rjwTP/fffz9q1a7nvvvsA7UeCLHABq1u3bgAkJCTwve99j7fffpv27dsDUFZWVv9zGzZsqP/Zbt261U9Y/PJj0jKdSp9QfwmOrl27ApED4a233sq6devYsWMHoD4SRP/zP//DzJkzeeWVV0hJSdF+JOACFbD27dvH7t27679+6qmnGDRoEACXX345Dz30EACLFi2itLSUoqKiwx5bv349c+fOZfLkyVFuvURbQ/vE5ZdfzrRp0/A8j507dzJ9+nSuvPLK2PwR0mTC4TDbtm2r/3rGjBlkZWXVH1TVR4Ll17/+NU899RRvvPEG6enp9d/XfiTAYjW7PhY+++wzW1hYaPv372/79etnJ0+ebNevX2+ttba0tNSed955Ni8vz/bt29fOmTOn/v9VVlbaK664wvbq1cv27t3bPvvsszH6C6QpfPvb37Y5OTnWdV2blZVle/XqZa1teJ8Ih8P229/+tu3Zs6ft2bOnffDBB6P+N0njOlIfqaystEOGDLH9+vWzAwYMsOeee65dtmxZ/f9RHwmOTZs2WcD27NnTDhw40A4cONAOGzbMWqv9SJBpqRwRERGRRhaoU4QiIiIi0aCAJSIiItLIFLBEREREGpkCloiIiEgjU8ASERERaWT/H8EqH+ehKNQMAAAAAElFTkSuQmCC"
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot(wl, arrayOfLeaves[10].ρ_SW, label=\"Reflectance\")\n",
    "plot!(wl, 1 .-arrayOfLeaves[10].τ_SW, label=\"1-Transmission\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Net Soil radiation (direct): 51.121838W/m2\n",
      "Net Soil radiation (diffuse): 60.563007W/m2\n"
     ]
    }
   ],
   "source": [
    "println(\"Net Soil radiation (direct): \", canRad.RnSoil_direct, \"W/m2\")\n",
    "println(\"Net Soil radiation (diffuse): \", canRad.RnSoil_diffuse, \"W/m2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Incoming direct PAR: 890.70393005386moles m^-2 s^-1\n",
      "Incoming diffuse PAR: 529.8894830048084moles m^-2 s^-1\n"
     ]
    }
   ],
   "source": [
    "println(\"Incoming direct PAR: \", 1e6*canRad.incomingPAR_direct, \"moles m^-2 s^-1\")\n",
    "println(\"Incoming diffuse PAR: \", 1e6*canRad.incomingPAR_diffuse, \"moles m^-2 s^-1\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nl = CanopyRTMod.canopy.nlayers\n",
    "#normi = 1/mean(canOpt.fs'*canopy.lidf)\n",
    "plot(sumLAI[1:nl], 1e6*canRad.absPAR_shadeCab, label=\"Diffuse absorbed PAR\")\n",
    "plot!(sumLAI[1:nl], 1e6*canRad.absPAR_sunCab[5,4,:].*canOpt.Ps[1:nl], label=\"Direct absorbed PAR*Ps\")\n",
    "plot!(sumLAI[1:nl], 1e6*canRad.absPAR_sunCab[5,4,:], label=\"Direct absorbed PAR\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.46530446f0"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean(canOpt.Ps)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Azimuth (x) and Inclination (y) dependence on absorbed PAR for sunlit leaves"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "contourf(1e6*canRad.absPAR_sunCab[:,:,1])\n",
    "#plot!(1e6*canRad.absPAR_sun[:,:,1][:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# plot(wl[CanopyRTMod.iPAR], arrayOfLeaves[1].kChlrel[CanopyRTMod.iPAR], label=\"Relative absorbed light by Cab+Car\")\n",
    "plot(wl[CanopyRTMod.iPAR], arrayOfLeaves[1].kChlrel_old[CanopyRTMod.iPAR], label=\"Relative absorbed light by Cab\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(114, 21)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nwl2,nl2 = size(canOpt.R_dd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "114"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nwl2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Julia 1.3.1",
   "language": "julia",
   "name": "julia-1.3"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "1.3.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
